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AI Visibility Scorecard
spannerselect.com · Automotive
At 2.4/10, Atlanta’s Top Mobile Mechanic - 678-927-7010 - Top gear automotive repair at your doorstep! is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#313,446 of 331,283 in Automotive for AI visibility
2.4
/10
AEO Score
from our crawl and measurement
Atlanta’s Top Mobile Mechanic describes itself simply: "Whether you’re at home, work, or stranded on the side of the road, the Atlanta area’s best mobile mechanics can come to you." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.4/10, Atlanta’s Top Mobile Mechanic - 678-927-7010 - Top gear automotive repair at your doorstep! is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Atlanta’s Top Mobile Mechanic - 678-927-7010 - Top gear automotive repair at your doorstep!
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spannerselect
Cite this score: Engagemii (2026). "AEO Score for Atlanta’s Top Mobile Mechanic - 678-927-7010 - Top gear automotive repair at your doorstep!." Retrieved from https://engagemii.com/aeo/brands/spannerselect
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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